{"id":"W4321445433","doi":"10.22454/fammed.2023.310804","title":"Professional Development Needs of Clerkship Directors","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Professional development; Medical education; Interpersonal communication; Variety (cybernetics); Faculty development; Psychology; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004071203,0.0001324374,0.0001845337,0.001000494,0.001429149,0.001170974,0.0004725367,0.0007147619,0.003498531],"category_scores_gemma":[0.0171757,0.0001876743,0.0001483115,0.0004871628,0.0004234827,0.0005865364,0.0009771409,0.0006396777,0.0003349163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003094722,"about_ca_system_score_gemma":0.005491649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02065163,"about_ca_topic_score_gemma":0.03500349,"domain_scores_codex":[0.9970759,0.0009861293,0.0002296046,0.0001470725,0.0005743682,0.0009869147],"domain_scores_gemma":[0.9841005,0.003255789,0.00276077,0.0001733754,0.003658434,0.006051233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002140942,0.0005897977,0.8743005,0.0003588191,0.00001756704,0.0008943874,0.02811832,0.0001918195,0.000604615,0.0004355134,0.009985795,0.08428874],"study_design_scores_gemma":[0.00002618178,0.0004674857,0.9230607,0.0002183731,0.00001045761,0.001146856,0.05596595,0.0004087341,0.000307939,0.0002018932,0.01815922,0.00002636268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915176,0.0008734141,0.00008770604,0.003013822,0.00004377035,0.00004134348,0.0001441997,0.000008323808,0.004269756],"genre_scores_gemma":[0.9979953,0.0003276353,0.000192102,0.0003248622,0.00002393238,0.00002803681,0.000127939,0.000001867983,0.0009784019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02065163,"threshold_uncertainty_score":0.04106289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07358560996090466,"score_gpt":0.3843717408879319,"score_spread":0.3107861309270272,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}